Plant Seedlings Identification from Picture using CNN: The goal is to create a classifier capable of determining a plant's species from a photo
Importing all necessary Libraries¶
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# Import necessary libraries
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt # Import matplotlib.pyplot (Plotting framework in Python.)
import matplotlib.image as mpimg
%matplotlib inline
from tensorflow.keras import layers
from sklearn import svm
from sklearn.model_selection import train_test_split
from google.colab.patches import cv2_imshow # To show images using cv2 module
from skimage import data, io # Import skimage library (data - Test images and example data.
#io - Reading, saving, and displaying images.)
import os # This module provides a portable way of using operating system dependent functionality.
os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'
import warnings
# Suppress warnings
warnings.filterwarnings('ignore')
from glob import glob
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, GlobalMaxPooling2D
from tensorflow.keras.layers import BatchNormalization
from tensorflow.keras.optimizers import RMSprop, Adam
from keras.utils.np_utils import to_categorical # convert to one-hot-encoding
from tensorflow.keras.preprocessing.image import ImageDataGenerator
import cv2
from tensorflow.keras import datasets, models, layers, optimizers
from tensorflow.keras.preprocessing.image import ImageDataGenerator
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping
from google.colab.patches import cv2_imshow
from sklearn.metrics import classification_report, confusion_matrix, f1_score, accuracy_score
Mount the drive in google colab and extract the data in to folder(IMAGE) from the zip¶
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from google.colab import drive
drive.mount('/content/drive')
Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).
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# Set the path to the dataset folder. (The dataset contains image folder: "train")
#train_path = "/content/sample_data/plant-seedlings-classification.zip"
train_path = "/content/drive/MyDrive/ANN_COLAB/IMAGE/train.zip"
train_path
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'/content/drive/MyDrive/ANN_COLAB/IMAGE/train.zip'
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# Make different folders for train and test data in the current directory of Google Colab notebook. (using mkdir)
!mkdir /content/drive/MyDrive/Colab_Notebooks/IMAGE
mkdir: cannot create directory ‘/content/drive/MyDrive/Colab_Notebooks/IMAGE’: No such file or directory
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# Extract the files from dataset, as the dataset is as zip file.
# Extract the files from dataset to temp_train and temp_test folders (as the dataset is a zip file.)
from zipfile import ZipFile
with ZipFile('/content/drive/MyDrive/ANN_COLAB/IMAGE/train.zip', 'r') as zip:
zip.extractall('/content/drive/MyDrive/ANN_COLAB/plant')
zip.close()
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# print the directory content
zip.printdir()
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beet/8129d97cd.png 2019-12-11 23:42:26 14781 Sugar beet/815cd19f5.png 2019-12-11 23:42:26 2499976 Sugar beet/817abcd36.png 2019-12-11 23:42:26 615531 Sugar beet/819c6ac1d.png 2019-12-11 23:42:26 3875013 Sugar beet/823b197a3.png 2019-12-11 23:42:28 141615 Sugar beet/82b9d0a49.png 2019-12-11 23:42:28 211874 Sugar beet/8479c6a25.png 2019-12-11 23:42:28 3218680 Sugar beet/84d42e202.png 2019-12-11 23:42:28 588526 Sugar beet/85f8f5ae1.png 2019-12-11 23:42:28 16066 Sugar beet/86054cfe8.png 2019-12-11 23:42:28 1624454 Sugar beet/866130efe.png 2019-12-11 23:42:28 50030 Sugar beet/86a304fad.png 2019-12-11 23:42:28 525540 Sugar beet/8723bd1e8.png 2019-12-11 23:42:28 274571 Sugar beet/8738994fa.png 2019-12-11 23:42:28 636974 Sugar beet/8761bb6e1.png 2019-12-11 23:42:28 6586 Sugar beet/8784b654a.png 2019-12-11 23:42:28 258353 Sugar beet/87c521db5.png 2019-12-11 23:42:28 2835953 Sugar beet/87f4dcfe7.png 2019-12-11 23:42:28 407896 Sugar beet/87fce36af.png 2019-12-11 23:42:28 521346 Sugar 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beet/cd8c55d21.png 2019-12-11 23:42:38 3014295 Sugar beet/cfb3565b9.png 2019-12-11 23:42:38 1271473 Sugar beet/d173b40c2.png 2019-12-11 23:42:40 1425882 Sugar beet/d1da687e9.png 2019-12-11 23:42:40 52422 Sugar beet/d2b3e12d7.png 2019-12-11 23:42:40 1065709 Sugar beet/d2c9f9921.png 2019-12-11 23:42:40 347712 Sugar beet/d415a63be.png 2019-12-11 23:42:40 669412 Sugar beet/d41a8cb93.png 2019-12-11 23:42:40 583653 Sugar beet/d41b1916c.png 2019-12-11 23:42:40 598642 Sugar beet/d42bcf4bd.png 2019-12-11 23:42:40 66023 Sugar beet/d4998deee.png 2019-12-11 23:42:40 266636 Sugar beet/d4aec4bee.png 2019-12-11 23:42:40 528896 Sugar beet/d4db82d2c.png 2019-12-11 23:42:40 604733 Sugar beet/d558ea002.png 2019-12-11 23:42:40 870493 Sugar beet/d585fe0c7.png 2019-12-11 23:42:40 1471775 Sugar beet/d5d014036.png 2019-12-11 23:42:40 386324 Sugar beet/d5d909ed5.png 2019-12-11 23:42:40 703744 Sugar beet/d62099b5b.png 2019-12-11 23:42:40 424889 Sugar beet/d63de4d6b.png 2019-12-11 23:42:40 688704 Sugar beet/d7b6e4654.png 2019-12-11 23:42:40 1449773 Sugar beet/d97272f23.png 2019-12-11 23:42:40 962765 Sugar beet/d9f0ac9a7.png 2019-12-11 23:42:42 980098 Sugar beet/d9f471b2d.png 2019-12-11 23:42:42 44749 Sugar beet/da2912b2f.png 2019-12-11 23:42:42 438161 Sugar beet/dc351dfa4.png 2019-12-11 23:42:42 3052176 Sugar beet/dc39e01ec.png 2019-12-11 23:42:42 35047 Sugar beet/de1da036c.png 2019-12-11 23:42:42 31761 Sugar beet/e0348224d.png 2019-12-11 23:42:42 12878 Sugar beet/e053702bb.png 2019-12-11 23:42:42 695830 Sugar beet/e0f7fb20b.png 2019-12-11 23:42:42 452477 Sugar beet/e11ffb03d.png 2019-12-11 23:42:42 224252 Sugar beet/e32175ef7.png 2019-12-11 23:42:42 2717512 Sugar beet/e49429c11.png 2019-12-11 23:42:42 583007 Sugar beet/e4a149c23.png 2019-12-11 23:42:42 528121 Sugar beet/e4a9bfee6.png 2019-12-11 23:42:42 377644 Sugar beet/e54889b13.png 2019-12-11 23:42:42 438570 Sugar beet/e61d10caf.png 2019-12-11 23:42:42 42465 Sugar beet/e6217a0c4.png 2019-12-11 23:42:42 890767 Sugar 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beet/ee7e8f2d9.png 2019-12-11 23:42:44 901705 Sugar beet/ee9ea960d.png 2019-12-11 23:42:46 564388 Sugar beet/ef286fe28.png 2019-12-11 23:42:46 649877 Sugar beet/f171da2ef.png 2019-12-11 23:42:46 1880909 Sugar beet/f1bb1de07.png 2019-12-11 23:42:46 1471956 Sugar beet/f22262822.png 2019-12-11 23:42:46 301356 Sugar beet/f2eeeb0a2.png 2019-12-11 23:42:46 1777184 Sugar beet/f30abde8b.png 2019-12-11 23:42:46 107616 Sugar beet/f40d6554c.png 2019-12-11 23:42:46 609372 Sugar beet/f474da0ca.png 2019-12-11 23:42:46 1528322 Sugar beet/f506aa640.png 2019-12-11 23:42:46 379616 Sugar beet/f5e7d66b9.png 2019-12-11 23:42:46 486623 Sugar beet/f72176e1a.png 2019-12-11 23:42:46 549358 Sugar beet/f78fcd305.png 2019-12-11 23:42:46 105371 Sugar beet/f7ac77334.png 2019-12-11 23:42:46 30878 Sugar beet/f861c27a9.png 2019-12-11 23:42:46 265619 Sugar beet/f8bf223f3.png 2019-12-11 23:42:46 748865 Sugar beet/f9a842f5f.png 2019-12-11 23:42:46 1334568 Sugar beet/faaac2544.png 2019-12-11 23:42:46 1257659 Sugar beet/fb57ce659.png 2019-12-11 23:42:48 2440155 Sugar beet/fbb26c002.png 2019-12-11 23:42:48 175772 Sugar beet/fbec8cc1a.png 2019-12-11 23:42:48 570304 Sugar beet/fc293eacb.png 2019-12-11 23:42:48 460059 Sugar beet/fc441208c.png 2019-12-11 23:42:48 50824 Sugar beet/fed9406b2.png 2019-12-11 23:42:48 281982 Sugar beet/fef5e7066.png 2019-12-11 23:42:48 1492803 Sugar beet/ffa401155.png 2019-12-11 23:42:48 369020
Data Pre-Processing¶
In [ ]:
import cv2
path = "/content/drive/MyDrive/ANN_COLAB/plant/*/*.png"
#path = "./temp_train/*/*.png" # The path to all images in training set. (* means include all folders and files.)
files = glob(path)
trainImg = [] # Initialize empty list to store the image data as numbers.
trainLabel = [] # Initialize empty list to store the labels of images
j = 1
num = len(files)
# Obtain images and resizing, obtain labels
for img in files:
'''
Append the image data to trainImg list.
Append the labels to trainLabel list.
'''
print(str(j) + "/" + str(num), end="\r")
trainImg.append(cv2.resize(cv2.imread(img), (128, 128))) # Get image (with resizing to 128x128)
trainLabel.append(img.split('/')[-2]) # Get image label (folder name contains the class to which the image belong)
j += 1
trainImg = np.asarray(trainImg) # Train images set
trainLabel = pd.DataFrame(trainLabel) # Train labels set
x = trainImg
y = trainLabel
In [ ]:
trainImg_path = "/content/drive/MyDrive/ANN_COLAB/plant"
lbl_classes = {}
for class_name in os.listdir(trainImg_path):
lbl_classes[class_name] = len(os.listdir(os.path.join(trainImg_path, class_name)))
print(lbl_classes)
{'Black-grass': 263, 'Charlock': 390, 'Cleavers': 287, 'Common Chickweed': 611, 'Common wheat': 221, 'Fat Hen': 475, 'Loose Silky-bent': 654, 'Maize': 221, 'Scentless Mayweed': 516, 'Shepherds Purse': 231, 'Small-flowered Cranesbill': 496, 'Sugar beet': 385}
In [ ]:
#Bar Plot - for visualization of different classes of Plants
plt.bar(lbl_classes.keys(), lbl_classes.values())
plt.xticks(rotation=90)
Out[ ]:
([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], <a list of 12 Text major ticklabel objects>)
Apply Gaussian blurring as part of preprocessing to soften sphere edges which often contain irregularities due to the rough surface of the marker. Gaussian blurring is commonly used when reducing the size of an image. When downsampling an image, it is common to apply a low-pass filter to the image prior to resampling. This is to ensure that spurious high-frequency information does not appear in the downsampled image (aliasing).
Apply Gaussian blurring to Soften the sphere edges and Visualize Sample Pictures¶
In [ ]:
trainImg_blur = []
sets = []; getEx = True
for i in trainImg:
#1- Use gaussian blur
gaus_blurr = cv2.GaussianBlur(i,(5,5),0)
#2- Convert to HSV image
cnv_2_hsv = cv2.cvtColor(gaus_blurr,cv2.COLOR_BGR2HSV)
#3- Create mask (parameters - green color range)
lower = (25,40,50)
upper = (75,255,255)
mask = cv2.inRange(cnv_2_hsv,lower,upper)
struc = cv2.getStructuringElement(cv2.MORPH_ELLIPSE,(11,11))
mask = cv2.morphologyEx(mask,cv2.MORPH_CLOSE,struc)
#4- Create boolean mask
boolean = mask > 0
#5- Create empty image
new = np.zeros_like(i,np.uint8)
#6- Apply boolean mask to the original image
new[boolean] = i[boolean]
#7- Append adds object to the end of the list - image without background
trainImg_blur.append(new)
if getEx:
plt.subplot(2,3,1);plt.imshow(i) # original
plt.subplot(2,3,2);plt.imshow(gaus_blurr) # blurred
plt.subplot(2,3,3);plt.imshow(cnv_2_hsv) # converted into HSV
plt.subplot(2,3,4);plt.imshow(mask) # masked
plt.subplot(2,3,5);plt.imshow(boolean) # boolean masked
plt.subplot(2,3,6);plt.imshow(new) # new processed image
plt.show()
getEx = False
#new_trainImg = np.asarray(trainImg_blur)
trainImg = np.asarray(trainImg_blur)
Splitting the RGB pixels in the images and visualize¶
In [ ]:
# Getting the red channel of images
image_red_channel = trainImg[:,:,0]
cv2_imshow(image_red_channel)
In [ ]:
# Getting the Green channel of images
image_green_channel = trainImg[:,:,1]
cv2_imshow(image_green_channel)
In [ ]:
# Getting the Blue channel of images
image_blue_channel = trainImg[:,:,2]
cv2_imshow(image_blue_channel)
In [ ]:
print(trainImg)
[[[[ 24 47 77] [ 33 54 81] [ 45 66 89] ... [ 55 78 88] [ 60 86 94] [ 52 83 90]] [[ 21 46 79] [ 36 57 86] [ 46 66 90] ... [ 59 77 88] [ 62 81 92] [ 57 77 89]] [[ 24 49 82] [ 31 54 84] [ 50 69 95] ... [ 57 72 84] [ 58 72 85] [ 61 77 89]] ... [[155 149 143] [156 150 144] [154 149 143] ... [142 136 132] [ 97 92 91] [ 67 61 67]] [[155 149 142] [156 150 142] [152 147 141] ... [140 135 130] [ 93 87 87] [ 60 54 59]] [[156 149 142] [155 149 141] [153 147 139] ... [140 133 129] [ 91 85 84] [ 64 58 62]]] [[[ 42 48 56] [ 50 56 66] [ 51 55 69] ... [ 84 104 119] [103 123 131] [ 95 114 128]] [[ 43 49 57] [ 49 55 63] [ 46 53 66] ... [ 84 101 119] [ 85 103 118] [ 75 95 110]] [[ 49 55 68] [ 47 55 64] [ 50 63 69] ... [ 73 87 104] [ 61 75 100] [ 51 74 96]] ... [[ 30 47 82] [ 27 49 81] [ 27 49 84] ... [ 66 80 98] [ 66 80 93] [ 63 79 91]] [[ 32 46 82] [ 33 53 82] [ 41 62 92] ... [ 67 82 97] [ 65 81 96] [ 58 73 87]] [[ 31 53 85] [ 36 56 84] [ 28 49 79] ... [ 60 77 94] [ 59 77 96] [ 58 75 94]]] [[[ 22 29 49] [ 28 36 52] [ 22 33 51] ... [135 137 139] [126 127 127] [123 124 130]] [[ 44 65 84] [ 22 29 53] [ 34 45 60] ... [131 132 134] [120 124 125] [118 121 125]] [[ 38 61 83] [ 38 53 70] [ 34 44 61] ... [130 133 136] [120 120 122] [121 126 128]] ... [[ 62 85 103] [ 53 73 95] [ 36 54 77] ... [113 114 117] [100 104 102] [ 85 88 88]] [[ 60 83 104] [ 45 67 87] [ 66 85 101] ... [113 113 116] [108 110 111] [107 107 109]] [[ 48 67 84] [ 51 68 88] [ 64 81 97] ... [111 111 113] [112 111 115] [103 99 103]]] ... [[[ 49 63 74] [ 50 65 75] [ 50 65 77] ... [ 36 40 51] [ 41 51 60] [ 44 53 65]] [[ 50 65 78] [ 49 66 80] [ 51 68 81] ... [ 43 42 46] [ 36 35 45] [ 28 29 43]] [[ 42 64 81] [ 45 66 88] [ 55 76 91] ... [ 47 47 52] [ 45 45 47] [ 34 36 44]] ... [[ 42 57 71] [ 48 67 80] [ 28 47 69] ... [ 56 68 99] [ 56 72 106] [ 62 80 110]] [[ 32 47 66] [ 37 55 70] [ 37 55 74] ... [ 45 75 87] [ 42 73 87] [ 42 73 89]] [[ 34 50 66] [ 45 60 75] [ 26 38 59] ... [ 19 71 64] [ 23 73 64] [ 28 72 62]]] [[[145 146 147] [150 150 152] [151 151 152] ... [ 50 50 48] [ 36 32 36] [ 37 34 39]] [[146 146 148] [148 148 153] [149 148 151] ... [ 49 47 48] [ 41 35 43] [ 40 35 40]] [[143 144 147] [144 145 149] [150 150 151] ... [ 50 48 49] [ 42 38 43] [ 43 37 41]] ... [[159 159 161] [163 163 163] [160 160 159] ... [ 44 67 87] [ 51 71 89] [ 44 65 81]] [[163 162 161] [162 163 161] [162 161 162] ... [ 42 67 89] [ 46 68 87] [ 41 62 80]] [[161 162 163] [164 164 164] [160 161 163] ... [ 52 77 101] [ 39 61 82] [ 58 78 98]]] [[[ 69 83 96] [ 74 88 102] [ 73 90 101] ... [ 41 70 96] [ 51 78 97] [ 55 71 86]] [[ 70 86 98] [ 70 84 95] [ 74 88 96] ... [ 39 59 82] [ 50 67 81] [ 50 65 80]] [[ 77 94 106] [ 72 89 101] [ 82 95 105] ... [ 46 64 81] [ 51 64 82] [ 54 68 83]] ... [[ 58 70 80] [ 55 70 79] [ 48 66 79] ... [ 53 80 102] [ 46 70 93] [ 44 61 84]] [[ 60 72 83] [ 54 71 85] [ 53 70 90] ... [ 52 78 100] [ 62 88 107] [ 27 52 75]] [[ 51 68 84] [ 49 70 85] [ 59 78 97] ... [ 46 72 95] [ 44 66 88] [ 31 46 66]]]]
In [ ]:
# Set the batch size, number of epochs.
batch_size = 32
num_classes = 12
epochs = 40
num_predictions = 20
Create a dictionary for the label of the Plants¶
In [ ]:
label_dict = {0:'Loose Silky-bent', 1:'Common Chickweed', 2:'Scentless Mayweed', 3:'Small-flowered Cranesbill', 4:'Fat Hen', 5:'Charlock', 6:'Sugar beet', 7:'Cleavers', 8:'Black-grass', 9:'Shepherds Purse', 10:'Maize', 11:'Common wheat'}
Split the Preprocessed Data into train, validation and test set data¶
In [ ]:
x_train, X_test, y_train, Y_test = train_test_split(trainImg, y, test_size=0.3, random_state=4, stratify=y)
x_cv, x_test, y_cv, y_test = train_test_split(X_test, Y_test, test_size=0.5, random_state=4, stratify=Y_test)
In [ ]:
i = 0
for i in range(12):
plt.subplot(4, 4, i+1)
#plt.subplot()
image = x_train[i]
label = y_train[0].iloc[i]
#print(' Label \n Label Id: {} \n Name: {}'.format(label, label_dict[label]))
#print(f'Label \n Label Id: {label} \n Name: {label_dict[label]}')
plt.imshow(image);
In [ ]:
# Print the shape of dataset.
print('x_train shape:', x_train.shape)
print('x_cv shape:', x_cv.shape)
print('x_test shape:', x_test.shape)
print(x_train.shape[0], 'train samples')
print(x_cv.shape[0], 'validation samples')
print(x_test.shape[0], 'test samples')
x_train shape: (3325, 128, 128, 3) x_cv shape: (712, 128, 128, 3) x_test shape: (713, 128, 128, 3) 3325 train samples 712 validation samples 713 test samples
In [ ]:
# We can see that each digit is made of 784 pixels.
x_train[0].shape
Out[ ]:
(128, 128, 3)
In [ ]:
print('y_train.shape:', y_train.shape)
y_train.shape: (3325, 1)
Print y[0]¶
In [ ]:
y_train[0]
Out[ ]:
4123 Small-flowered Cranesbill
3671 Shepherds Purse
3054 Maize
2537 Loose Silky-bent
628 Charlock
...
1224 Common Chickweed
2797 Loose Silky-bent
1855 Fat Hen
3079 Maize
4325 Small-flowered Cranesbill
Name: 0, Length: 3325, dtype: object
In [ ]:
plt.imshow(x_train[0])
Out[ ]:
<matplotlib.image.AxesImage at 0x7fde850dec10>
In [ ]:
# Plot the de-noised image generated by applying Gaussian blur.
plt.imshow(x_train[0], cmap='gray')
Out[ ]:
<matplotlib.image.AxesImage at 0x7fde85047810>
In [ ]:
x_train[9, :, :, :].shape
Out[ ]:
(128, 128, 3)
In [ ]:
x_test[2, :, :, :]
Out[ ]:
array([[[0.36078432, 0.43137255, 0.48235294],
[0.25882354, 0.34117648, 0.4 ],
[0.16078432, 0.21176471, 0.29803923],
...,
[0.2627451 , 0.33333334, 0.40392157],
[0.34509805, 0.40784314, 0.4627451 ],
[0.38039216, 0.44705883, 0.49411765]],
[[0.3137255 , 0.38431373, 0.44705883],
[0.2 , 0.25882354, 0.32941177],
[0.11764706, 0.15686275, 0.24705882],
...,
[0.27058825, 0.3372549 , 0.39607844],
[0.34117648, 0.4 , 0.44705883],
[0.28627452, 0.34509805, 0.41568628]],
[[0.20392157, 0.26666668, 0.34901962],
[0.16470589, 0.21568628, 0.28627452],
[0.13725491, 0.18431373, 0.24705882],
...,
[0.14509805, 0.19215687, 0.27058825],
[0.15294118, 0.2 , 0.26666668],
[0.11764706, 0.16862746, 0.27450982]],
...,
[[0.16862746, 0.16078432, 0.18039216],
[0.16078432, 0.15686275, 0.16862746],
[0.16470589, 0.15294118, 0.16862746],
...,
[0.11372549, 0.12156863, 0.14117648],
[0.14509805, 0.13725491, 0.16470589],
[0.14117648, 0.1254902 , 0.14901961]],
[[0.20392157, 0.2 , 0.21960784],
[0.16862746, 0.16078432, 0.1764706 ],
[0.19215687, 0.1882353 , 0.20392157],
...,
[0.12941177, 0.1254902 , 0.14509805],
[0.14117648, 0.13333334, 0.16078432],
[0.12941177, 0.11372549, 0.14117648]],
[[0.21176471, 0.20784314, 0.22352941],
[0.16078432, 0.14509805, 0.16862746],
[0.16078432, 0.15686275, 0.1764706 ],
...,
[0.14901961, 0.13725491, 0.15686275],
[0.13725491, 0.12941177, 0.15294118],
[0.14901961, 0.13333334, 0.14509805]]], dtype=float32)
In [ ]:
plt.imshow(x_train[2])
Out[ ]:
<matplotlib.image.AxesImage at 0x7ff9a4fe0f50>
In [ ]:
plt.imshow(x_test[2])
Out[ ]:
<matplotlib.image.AxesImage at 0x7ff9a1eb5610>
In [ ]:
y_train.shape
Out[ ]:
(3325, 1)
In [ ]:
print(y)
0 0 Black-grass 1 Black-grass 2 Black-grass 3 Black-grass 4 Black-grass ... ... 4745 Sugar beet 4746 Sugar beet 4747 Sugar beet 4748 Sugar beet 4749 Sugar beet [4750 rows x 1 columns]
In [ ]:
y[0][654]
Out[ ]:
'Cleavers'
Value count of each species¶
In [ ]:
#g = sns.countplot(y)
y.value_counts()
Out[ ]:
Loose Silky-bent 654 Common Chickweed 611 Scentless Mayweed 516 Small-flowered Cranesbill 496 Fat Hen 475 Charlock 390 Sugar beet 385 Cleavers 287 Black-grass 263 Shepherds Purse 231 Maize 221 Common wheat 221 dtype: int64
In [ ]:
x.shape
Out[ ]:
(4750, 128, 128, 3)
In [ ]:
# see the lable at 4325 location
y_train[0][4325]
Out[ ]:
'Small-flowered Cranesbill'
In [ ]:
label_dict = {0:'Loose Silky-bent', 1:'Common Chickweed', 2:'Scentless Mayweed', 3:'Small-flowered Cranesbill', 4:'Fat Hen', 5:'Charlock', 6:'Sugar beet', 7:'Cleavers', 8:'Black-grass', 9:'Shepherds Purse', 10:'Maize', 11:'Common wheat'}
Convert multi-class labels to binary labels using LabelBinarizer¶
In [ ]:
# Convert multi-class labels to binary labels using LabelBinarizer
# LabelBinarizer makes this process easy with the transform method.
from sklearn.preprocessing import LabelBinarizer
from sklearn.metrics import accuracy_score, confusion_matrix, precision_score, recall_score, f1_score
enc = LabelBinarizer()
y_train = enc.fit_transform(y_train)
y_cv = enc.fit_transform(y_cv)
y_test = enc.fit_transform(y_test)
In [ ]:
print(y_train.shape)
print(y_cv.shape)
print(y_test.shape)
(3325, 12) (712, 12) (713, 12)
In [ ]:
y_train[2]
Out[ ]:
array([0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0])
Apply one hot encoding¶
In [ ]:
import pandas as pd
from sklearn.preprocessing import OneHotEncoder
#y = [[0], [1], [2], [3]]
y = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10,11]
#keras.utils.to_categorical(y)
#ohe = OneHotEncoder()
#ohe.fit_transform(y).toarray()
pd.get_dummies(y)
Out[ ]:
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 5 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 6 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 11 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
Normalisation of Data¶
In [ ]:
x_train = x_train.astype('float32') # Conversion to float type from integer type.
x_test = x_test.astype('float32')
x_cv = x_cv.astype('float32')
x_train /= 255.0 # Division by 255
x_cv /= 255.0
x_test /= 255.0
Build Sequential Model with Batch Normalization and Max Pooling¶
In [ ]:
# Set the CNN model
import tensorflow as tf
model = tf.keras.Sequential()
model.add(layers.Conv2D(128, (5, 5), padding='same', activation="relu", input_shape=x_train.shape[1:]))
model.add(layers.BatchNormalization())
model.add(layers.MaxPooling2D((2, 2)))
model.add(layers.Dropout(0.2))
model.add(layers.Conv2D(64, (5, 5), padding='same', activation="relu"))
model.add(layers.BatchNormalization())
model.add(layers.MaxPooling2D((2, 2)))
model.add(layers.Dropout(0.3))
model.add(layers.Conv2D(64, (3, 3), padding='same', activation="relu"))
model.add(layers.BatchNormalization())
model.add(layers.MaxPooling2D((2, 2)))
model.add(layers.Dropout(0.4))
model.add(layers.Conv2D(64, (3, 3), padding='same', activation="relu"))
model.add(layers.BatchNormalization())
model.add(layers.MaxPooling2D((2, 2)))
model.add(layers.Dropout(0.5))
model.add(layers.GlobalMaxPooling2D())
model.add(layers.Dense(256, activation="relu"))
model.add(layers.Dropout(0.5))
model.add(layers.Dense(12, activation="softmax"))
model.summary()
Model: "sequential" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= conv2d (Conv2D) (None, 128, 128, 128) 9728 _________________________________________________________________ batch_normalization (BatchNo (None, 128, 128, 128) 512 _________________________________________________________________ max_pooling2d (MaxPooling2D) (None, 64, 64, 128) 0 _________________________________________________________________ dropout (Dropout) (None, 64, 64, 128) 0 _________________________________________________________________ conv2d_1 (Conv2D) (None, 64, 64, 64) 204864 _________________________________________________________________ batch_normalization_1 (Batch (None, 64, 64, 64) 256 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 32, 32, 64) 0 _________________________________________________________________ dropout_1 (Dropout) (None, 32, 32, 64) 0 _________________________________________________________________ conv2d_2 (Conv2D) (None, 32, 32, 64) 36928 _________________________________________________________________ batch_normalization_2 (Batch (None, 32, 32, 64) 256 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 16, 16, 64) 0 _________________________________________________________________ dropout_2 (Dropout) (None, 16, 16, 64) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 16, 16, 64) 36928 _________________________________________________________________ batch_normalization_3 (Batch (None, 16, 16, 64) 256 _________________________________________________________________ max_pooling2d_3 (MaxPooling2 (None, 8, 8, 64) 0 _________________________________________________________________ dropout_3 (Dropout) (None, 8, 8, 64) 0 _________________________________________________________________ global_max_pooling2d (Global (None, 64) 0 _________________________________________________________________ dense (Dense) (None, 256) 16640 _________________________________________________________________ dropout_4 (Dropout) (None, 256) 0 _________________________________________________________________ dense_1 (Dense) (None, 12) 3084 ================================================================= Total params: 309,452 Trainable params: 308,812 Non-trainable params: 640 _________________________________________________________________
Apply Adam optimizer and Categorical_Crossentrophy¶
In [ ]:
opt = optimizers.Adam(learning_rate=0.001, beta_1=0.9, beta_2=0.999, epsilon=1e-08)
In [ ]:
# Let's train the model using RMSprop
model.compile(loss='categorical_crossentropy',
optimizer=opt,
metrics=['accuracy'])
In [ ]:
#Print the model summary
model.summary()
Model: "sequential" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= conv2d (Conv2D) (None, 128, 128, 128) 9728 _________________________________________________________________ batch_normalization (BatchNo (None, 128, 128, 128) 512 _________________________________________________________________ max_pooling2d (MaxPooling2D) (None, 64, 64, 128) 0 _________________________________________________________________ dropout (Dropout) (None, 64, 64, 128) 0 _________________________________________________________________ conv2d_1 (Conv2D) (None, 64, 64, 64) 204864 _________________________________________________________________ batch_normalization_1 (Batch (None, 64, 64, 64) 256 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 32, 32, 64) 0 _________________________________________________________________ dropout_1 (Dropout) (None, 32, 32, 64) 0 _________________________________________________________________ conv2d_2 (Conv2D) (None, 32, 32, 64) 36928 _________________________________________________________________ batch_normalization_2 (Batch (None, 32, 32, 64) 256 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 16, 16, 64) 0 _________________________________________________________________ dropout_2 (Dropout) (None, 16, 16, 64) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 16, 16, 64) 36928 _________________________________________________________________ batch_normalization_3 (Batch (None, 16, 16, 64) 256 _________________________________________________________________ max_pooling2d_3 (MaxPooling2 (None, 8, 8, 64) 0 _________________________________________________________________ dropout_3 (Dropout) (None, 8, 8, 64) 0 _________________________________________________________________ global_max_pooling2d (Global (None, 64) 0 _________________________________________________________________ dense (Dense) (None, 256) 16640 _________________________________________________________________ dropout_4 (Dropout) (None, 256) 0 _________________________________________________________________ dense_1 (Dense) (None, 12) 3084 ================================================================= Total params: 309,452 Trainable params: 308,812 Non-trainable params: 640 _________________________________________________________________
In [ ]:
#if the val_loss is not going to change even '0.001' for more than 10 continous epochs
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping
early_stopping = EarlyStopping(monitor='val_loss', min_delta=0.001, patience=10)
#Adding Model Checkpoint callback to the fit function is going to save the weights whenever val_loss achieves a new low value.
#Hence saving the best weights occurred during training
filepath = "weights.hdf5"
if os.path.isfile(filepath):
model.load_weights(filepath)
model.compile(loss='mse', optimizer='adam', metrics=['accuracy'])
checkpoint = ModelCheckpoint(filepath, monitor='val_acc', verbose=0, save_best_only=False, mode='max')
Reshape data into shapes compatible with Keras models¶
In [ ]:
x_train = x_train.reshape(x_train.shape[0], 128, 128, 3)
x_test = x_test.reshape(x_test.shape[0], 128,128, 3)
x_cv= x_cv.reshape(x_cv.shape[0], 128,128, 3)
print(x_train.shape)
print(x_test.shape)
print(x_cv.shape)
(3325, 128, 128, 3) (713, 128, 128, 3) (712, 128, 128, 3)
Fit the Model¶
In [ ]:
history = model.fit(x_train,
y_train,
batch_size=32,
epochs=50,
validation_data=(x_cv, y_cv),
shuffle=True,
verbose=1,
callbacks=[early_stopping,checkpoint])
Epoch 1/50 104/104 [==============================] - 42s 79ms/step - loss: 0.1227 - accuracy: 0.1229 - val_loss: 0.0769 - val_accuracy: 0.0955 Epoch 2/50 104/104 [==============================] - 7s 64ms/step - loss: 0.0752 - accuracy: 0.2433 - val_loss: 0.0782 - val_accuracy: 0.0955 Epoch 3/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0658 - accuracy: 0.3277 - val_loss: 0.0830 - val_accuracy: 0.0604 Epoch 4/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0622 - accuracy: 0.3804 - val_loss: 0.0916 - val_accuracy: 0.0604 Epoch 5/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0587 - accuracy: 0.4435 - val_loss: 0.0762 - val_accuracy: 0.1166 Epoch 6/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0560 - accuracy: 0.4723 - val_loss: 0.0627 - val_accuracy: 0.4213 Epoch 7/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0531 - accuracy: 0.5128 - val_loss: 0.0562 - val_accuracy: 0.4972 Epoch 8/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0523 - accuracy: 0.5180 - val_loss: 0.0618 - val_accuracy: 0.3947 Epoch 9/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0487 - accuracy: 0.5615 - val_loss: 0.0709 - val_accuracy: 0.3511 Epoch 10/50 104/104 [==============================] - 7s 64ms/step - loss: 0.0475 - accuracy: 0.5706 - val_loss: 0.0474 - val_accuracy: 0.6081 Epoch 11/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0434 - accuracy: 0.6213 - val_loss: 0.0508 - val_accuracy: 0.5295 Epoch 12/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0435 - accuracy: 0.6180 - val_loss: 0.0499 - val_accuracy: 0.5435 Epoch 13/50 104/104 [==============================] - 7s 64ms/step - loss: 0.0431 - accuracy: 0.6187 - val_loss: 0.0511 - val_accuracy: 0.5070 Epoch 14/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0395 - accuracy: 0.6501 - val_loss: 0.0510 - val_accuracy: 0.5562 Epoch 15/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0384 - accuracy: 0.6653 - val_loss: 0.0409 - val_accuracy: 0.6545 Epoch 16/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0381 - accuracy: 0.6703 - val_loss: 0.0391 - val_accuracy: 0.6728 Epoch 17/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0391 - accuracy: 0.6619 - val_loss: 0.0480 - val_accuracy: 0.5534 Epoch 18/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0369 - accuracy: 0.6875 - val_loss: 0.0400 - val_accuracy: 0.6643 Epoch 19/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0367 - accuracy: 0.6871 - val_loss: 0.0337 - val_accuracy: 0.7697 Epoch 20/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0352 - accuracy: 0.6910 - val_loss: 0.0377 - val_accuracy: 0.6784 Epoch 21/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0339 - accuracy: 0.7091 - val_loss: 0.0356 - val_accuracy: 0.7107 Epoch 22/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0344 - accuracy: 0.7072 - val_loss: 0.0333 - val_accuracy: 0.7275 Epoch 23/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0345 - accuracy: 0.7043 - val_loss: 0.0386 - val_accuracy: 0.6615 Epoch 24/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0329 - accuracy: 0.7192 - val_loss: 0.0361 - val_accuracy: 0.7275 Epoch 25/50 104/104 [==============================] - 7s 66ms/step - loss: 0.0300 - accuracy: 0.7516 - val_loss: 0.0305 - val_accuracy: 0.7542 Epoch 26/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0294 - accuracy: 0.7579 - val_loss: 0.0296 - val_accuracy: 0.7753 Epoch 27/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0312 - accuracy: 0.7392 - val_loss: 0.0356 - val_accuracy: 0.6840 Epoch 28/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0311 - accuracy: 0.7367 - val_loss: 0.0358 - val_accuracy: 0.7149 Epoch 29/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0295 - accuracy: 0.7480 - val_loss: 0.0360 - val_accuracy: 0.6798 Epoch 30/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0298 - accuracy: 0.7481 - val_loss: 0.0216 - val_accuracy: 0.8315 Epoch 31/50 104/104 [==============================] - 7s 66ms/step - loss: 0.0295 - accuracy: 0.7551 - val_loss: 0.0327 - val_accuracy: 0.7346 Epoch 32/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0258 - accuracy: 0.7784 - val_loss: 0.0261 - val_accuracy: 0.7978 Epoch 33/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0286 - accuracy: 0.7577 - val_loss: 0.0315 - val_accuracy: 0.7430 Epoch 34/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0258 - accuracy: 0.7835 - val_loss: 0.0322 - val_accuracy: 0.7219 Epoch 35/50 104/104 [==============================] - 7s 66ms/step - loss: 0.0282 - accuracy: 0.7675 - val_loss: 0.0294 - val_accuracy: 0.7514 Epoch 36/50 104/104 [==============================] - 7s 66ms/step - loss: 0.0261 - accuracy: 0.7798 - val_loss: 0.0284 - val_accuracy: 0.7626 Epoch 37/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0251 - accuracy: 0.7960 - val_loss: 0.0166 - val_accuracy: 0.8666 Epoch 38/50 104/104 [==============================] - 7s 66ms/step - loss: 0.0260 - accuracy: 0.7890 - val_loss: 0.0599 - val_accuracy: 0.4635 Epoch 39/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0260 - accuracy: 0.7865 - val_loss: 0.0408 - val_accuracy: 0.6447 Epoch 40/50 104/104 [==============================] - 7s 66ms/step - loss: 0.0255 - accuracy: 0.7853 - val_loss: 0.0201 - val_accuracy: 0.8258 Epoch 41/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0223 - accuracy: 0.8180 - val_loss: 0.0256 - val_accuracy: 0.7767 Epoch 42/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0221 - accuracy: 0.8221 - val_loss: 0.0298 - val_accuracy: 0.7486 Epoch 43/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0237 - accuracy: 0.8086 - val_loss: 0.0184 - val_accuracy: 0.8764 Epoch 44/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0226 - accuracy: 0.8197 - val_loss: 0.0242 - val_accuracy: 0.7921 Epoch 45/50 104/104 [==============================] - 7s 66ms/step - loss: 0.0211 - accuracy: 0.8243 - val_loss: 0.0311 - val_accuracy: 0.7205 Epoch 46/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0240 - accuracy: 0.8150 - val_loss: 0.0194 - val_accuracy: 0.8469 Epoch 47/50 104/104 [==============================] - 7s 65ms/step - loss: 0.0218 - accuracy: 0.8210 - val_loss: 0.0325 - val_accuracy: 0.7261
In [ ]:
# plot training history
plt.plot(history.history['loss'], label='train')
plt.plot(history.history['val_loss'], label='cv')
plt.legend()
plt.show()
Evaluate the Model with Test data¶
In [ ]:
# Score trained model.
results = model.evaluate(x_test, y_test)
print(results)
print('Test loss:', results[0])
print('Test accuracy:', results[1])
# For final model improvement, use Keras Tuner for HyperParameter Tuning
23/23 [==============================] - 1s 33ms/step - loss: 0.0317 - accuracy: 0.7279 [0.03173103183507919, 0.7279102206230164] Test loss: 0.03173103183507919 Test accuracy: 0.7279102206230164
In [ ]:
print(model.metrics_names)
print(results)
['loss', 'accuracy'] [0.03173103183507919, 0.7279102206230164]
In [ ]:
Y_pred_cls = model.predict_classes(x_test, batch_size=200, verbose=0)
print('Accuracy Model1 (Dropout): '+ str(model.evaluate(x_test,y_test)))
23/23 [==============================] - 0s 17ms/step - loss: 0.0317 - accuracy: 0.7279 Accuracy Model1 (Dropout): [0.03173103183507919, 0.7279102206230164]
In [ ]:
rounded_lab = np.argmax(y_test,axis=1)
rounded_lab
Out[ ]:
array([10, 10, 5, 10, 9, 6, 6, 3, 8, 6, 6, 5, 6, 4, 9, 11, 1,
11, 1, 1, 9, 8, 9, 3, 11, 1, 1, 1, 10, 8, 6, 1, 5, 6,
0, 10, 0, 3, 9, 6, 6, 6, 2, 8, 10, 1, 5, 8, 5, 0, 1,
11, 10, 0, 8, 3, 7, 3, 8, 10, 5, 3, 3, 11, 1, 2, 10, 5,
5, 6, 11, 2, 11, 6, 6, 5, 7, 6, 2, 0, 6, 6, 6, 10, 5,
8, 3, 5, 2, 9, 8, 4, 7, 11, 11, 11, 0, 1, 6, 10, 6, 3,
6, 8, 8, 1, 4, 0, 5, 10, 3, 2, 5, 6, 5, 3, 6, 0, 3,
6, 5, 11, 7, 2, 6, 5, 5, 3, 11, 0, 10, 2, 1, 1, 10, 8,
6, 5, 3, 0, 3, 6, 5, 9, 6, 6, 6, 6, 0, 8, 9, 3, 10,
6, 1, 9, 1, 7, 0, 0, 11, 10, 6, 3, 4, 10, 1, 8, 11, 3,
9, 0, 8, 5, 5, 6, 8, 8, 8, 4, 5, 3, 6, 8, 7, 6, 1,
9, 6, 1, 6, 9, 10, 5, 0, 4, 3, 3, 3, 8, 8, 10, 11, 8,
8, 3, 11, 0, 9, 3, 7, 5, 3, 3, 8, 9, 4, 4, 11, 9, 8,
2, 3, 6, 10, 0, 6, 7, 10, 10, 2, 8, 10, 4, 3, 5, 8, 7,
8, 2, 2, 3, 5, 8, 6, 3, 6, 6, 1, 8, 10, 6, 3, 10, 11,
3, 1, 4, 5, 8, 8, 5, 10, 7, 11, 8, 6, 5, 5, 11, 1, 10,
6, 2, 3, 10, 11, 5, 1, 1, 6, 8, 3, 10, 4, 5, 3, 5, 6,
6, 8, 4, 6, 8, 3, 0, 8, 3, 3, 2, 0, 3, 4, 10, 3, 2,
3, 0, 3, 4, 10, 10, 1, 5, 10, 10, 8, 1, 6, 6, 3, 6, 6,
6, 10, 3, 6, 6, 4, 6, 2, 3, 4, 8, 1, 8, 8, 10, 8, 6,
11, 2, 1, 10, 8, 0, 1, 3, 0, 3, 10, 9, 6, 10, 4, 11, 0,
8, 8, 10, 0, 3, 8, 1, 3, 2, 6, 10, 7, 9, 10, 1, 5, 3,
9, 2, 3, 2, 10, 5, 8, 3, 4, 0, 11, 7, 10, 7, 11, 2, 6,
1, 6, 4, 9, 8, 10, 7, 8, 2, 2, 9, 7, 11, 1, 5, 5, 9,
10, 4, 5, 6, 0, 2, 6, 5, 10, 3, 11, 10, 2, 10, 11, 6, 8,
5, 8, 7, 5, 10, 10, 6, 10, 6, 10, 6, 5, 8, 9, 2, 0, 9,
6, 11, 4, 6, 0, 6, 3, 10, 7, 11, 3, 3, 7, 7, 11, 1, 6,
1, 9, 11, 7, 3, 11, 1, 6, 5, 8, 1, 8, 2, 6, 1, 10, 10,
7, 8, 1, 0, 5, 8, 10, 11, 9, 11, 4, 3, 8, 2, 0, 9, 4,
0, 2, 11, 5, 3, 10, 5, 3, 0, 7, 8, 6, 5, 7, 8, 5, 11,
1, 10, 1, 6, 3, 5, 1, 6, 7, 8, 0, 2, 0, 5, 6, 3, 5,
6, 11, 11, 3, 2, 4, 6, 1, 3, 3, 5, 8, 3, 6, 0, 10, 9,
3, 11, 3, 7, 3, 2, 8, 2, 5, 11, 8, 10, 7, 6, 1, 6, 8,
3, 1, 6, 1, 6, 6, 1, 3, 10, 11, 1, 11, 10, 9, 5, 3, 0,
4, 2, 3, 2, 4, 3, 3, 10, 8, 6, 11, 6, 5, 7, 10, 3, 11,
8, 1, 7, 8, 2, 8, 11, 5, 11, 6, 4, 1, 11, 5, 1, 4, 3,
6, 5, 9, 2, 10, 3, 6, 1, 2, 3, 9, 5, 11, 3, 11, 5, 9,
1, 4, 8, 5, 2, 6, 5, 3, 5, 8, 11, 9, 5, 3, 8, 11, 10,
3, 11, 3, 4, 8, 2, 6, 10, 3, 0, 9, 7, 5, 4, 10, 11, 2,
1, 10, 11, 11, 11, 5, 6, 5, 2, 7, 5, 1, 8, 8, 3, 10, 9,
3, 8, 5, 3, 6, 7, 3, 0, 3, 1, 10, 2, 5, 3, 8, 7, 10,
6, 5, 8, 6, 1, 10, 4, 8, 1, 3, 11, 0, 4, 6, 7, 10])
Print the confusion matrix and classification report and its metrics¶
In [ ]:
from sklearn.metrics import confusion_matrix
from sklearn.metrics import classification_report
confusion = classification_report(rounded_lab, Y_pred_cls)
matrix = confusion_matrix(rounded_lab,Y_pred_cls)
#print(classification_report(y_true, y_pred))
print('Classification Matrix\n')
print(confusion)
print('Confusion Matrix\n')
print(matrix)
import seaborn as sns
sns.heatmap(matrix, annot = True)
plt.ylabel('observed')
plt.xlabel('predicted')
plt.show
Classification Matrix
precision recall f1-score support
0 0.79 0.28 0.42 39
1 0.86 0.64 0.73 58
2 0.44 0.98 0.60 43
3 0.95 0.63 0.76 92
4 0.74 0.70 0.72 33
5 0.92 0.90 0.91 72
6 0.74 0.94 0.83 98
7 1.00 0.48 0.65 33
8 0.82 0.59 0.69 78
9 1.00 0.29 0.45 34
10 0.50 0.93 0.65 75
11 0.94 0.84 0.89 58
accuracy 0.73 713
macro avg 0.81 0.68 0.69 713
weighted avg 0.80 0.73 0.72 713
Confusion Matrix
[[11 0 0 0 5 1 22 0 0 0 0 0]
[ 0 37 19 0 0 0 0 0 0 0 2 0]
[ 0 0 42 0 0 0 0 0 0 0 1 0]
[ 0 0 0 58 0 1 0 0 4 0 29 0]
[ 0 0 5 0 23 1 2 0 1 0 0 1]
[ 0 0 3 0 0 65 1 0 0 0 3 0]
[ 3 0 0 0 1 1 92 0 0 0 1 0]
[ 0 5 1 0 0 0 2 16 1 0 8 0]
[ 0 1 14 1 1 1 5 0 46 0 8 1]
[ 0 0 3 1 0 1 0 0 4 10 14 1]
[ 0 0 4 0 1 0 0 0 0 0 70 0]
[ 0 0 5 1 0 0 0 0 0 0 3 49]]
Out[ ]:
<function matplotlib.pyplot.show>
Visualize predictions for x_test[2], x_test[3], x_test[33], x_test[36], x_test[59]¶
label_dict = {0:'Loose Silky-bent', 1:'Common Chickweed', 2:'Scentless Mayweed', 3:'Small-flowered Cranesbill', 4:'Fat Hen', 5:'Charlock', 6:'Sugar beet', 7:'Cleavers', 8:'Black-grass', 9:'Shepherds Purse', 10:'Maize', 11:'Common wheat'}
In [ ]:
#Visaulize Predictions for x_test[59]
i=59
image = x_test[i]
label = y_test[i]
print(f'label:{label}')
where = label.tolist().index(1)
print('Predict: ',label_dict[where])
plt.imshow(image)
label:[0 0 0 0 0 0 0 0 0 0 1 0] Predict: Maize
Out[ ]:
<matplotlib.image.AxesImage at 0x7f4229085d50>
In [ ]:
#Visaulize Predictions for x_test[2]
i=2
image = x_test[i]
label = y_test[i]
print(f'label:{label}')
where = label.tolist().index(1)
print('Predict: ',label_dict[where])
plt.imshow(image)
label:[0 0 0 0 0 1 0 0 0 0 0 0] Predict: Charlock
Out[ ]:
<matplotlib.image.AxesImage at 0x7f4229129190>
In [ ]:
#Visaulize Predictions for x_test[3]
i=3
image = x_test[i]
label = y_test[i]
print(f'label:{label}')
where = label.tolist().index(1)
print('Predict: ',label_dict[where])
plt.imshow(image)
label:[0 0 0 0 0 0 0 0 0 0 1 0] Predict: Maize
Out[ ]:
<matplotlib.image.AxesImage at 0x7f427be5dc10>
In [ ]:
#Visaulize Predictions for x_test[59]
i=3
image = x_test[i]
label = y_test[i]
print(f'label:{label}')
where = label.tolist().index(1)
print('Predict: ',label_dict[where])
plt.imshow(image)
label:[0 0 0 0 0 0 0 0 0 0 1 0] Predict: Maize
Out[ ]:
<matplotlib.image.AxesImage at 0x7f427bcf2e50>
In [ ]:
#Visaulize Predictions for x_test[33]
i= 33
image = x_test[i]
label = y_test[i]
print(f'label:{label}')
where = label.tolist().index(1)
print('Predict: ',label_dict[where])
plt.imshow(image)
label:[0 0 0 0 0 0 1 0 0 0 0 0] Predict: Sugar beet
Out[ ]:
<matplotlib.image.AxesImage at 0x7f422e03b0d0>
In [ ]:
#Visaulize Predictions for x_test[36]
i=36
image = x_test[i]
label = y_test[i]
print(f'label:{label}')
where = label.tolist().index(1)
print('Predict: ',label_dict[where])
plt.imshow(image)
label:[1 0 0 0 0 0 0 0 0 0 0 0] Predict: Loose Silky-bent
Out[ ]:
<matplotlib.image.AxesImage at 0x7f422905f5d0>
In [61]:
#Visaulize Predictions for x_test[40]
i=40
image = x_test[i]
label = y_test[i]
print(f'label:{label}')
where = label.tolist().index(1)
print('Predict: ',label_dict[where])
plt.imshow(image)
label:[0 0 0 0 0 0 1 0 0 0 0 0] Predict: Sugar beet
Out[61]:
<matplotlib.image.AxesImage at 0x7f421a28ca50>
II : Transfer Learning ¶
In [68]:
from keras.preprocessing.image import ImageDataGenerator
from tensorflow.keras.preprocessing import image
from tensorflow.keras.models import Model
from tensorflow.keras.applications import DenseNet201
from tensorflow.keras.applications import VGG16
from PIL import Image
In [69]:
#Stream large image data sets using flow
datagen = ImageDataGenerator(validation_split=0.2)
train_generator = datagen.flow(x_train,
y_train,
batch_size=32,
shuffle=True,
seed=42,
subset='training')
valid_generator = datagen.flow(x_train,
y_train,
batch_size=32,
seed=42,
subset='validation')
In [86]:
base_model = DenseNet201(include_top=False, weights='imagenet',input_shape=(128,128,3),classes=y_train.shape[1])
base_model.trainable = False
transfer_model = tf.keras.Sequential()
transfer_model.add(base_model)
transfer_model.add(layers.Flatten())
transfer_model.add(layers.Dense(1024,activation=('relu'),kernel_initializer = 'he_uniform'))
transfer_model.add(layers.Dropout(0.4))
transfer_model.add(layers.Dense(512,activation=('relu'),kernel_initializer = 'he_uniform'))
transfer_model.add(layers.Dropout(0.4))
transfer_model.add(layers.Dense(128,activation=('relu'),kernel_initializer = 'he_uniform'))
transfer_model.add(layers.Dropout(0.4))
transfer_model.add(layers.Dense(128,activation=('relu'),kernel_initializer = 'he_uniform'))
transfer_model.add(layers.Dense(12,activation=('softmax')))
transfer_model.summary()
Model: "sequential_9" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= densenet201 (Functional) (None, 4, 4, 1920) 18321984 _________________________________________________________________ flatten_4 (Flatten) (None, 30720) 0 _________________________________________________________________ dense_22 (Dense) (None, 1024) 31458304 _________________________________________________________________ dropout_17 (Dropout) (None, 1024) 0 _________________________________________________________________ dense_23 (Dense) (None, 512) 524800 _________________________________________________________________ dropout_18 (Dropout) (None, 512) 0 _________________________________________________________________ dense_24 (Dense) (None, 128) 65664 _________________________________________________________________ dropout_19 (Dropout) (None, 128) 0 _________________________________________________________________ dense_25 (Dense) (None, 128) 16512 _________________________________________________________________ dense_26 (Dense) (None, 12) 1548 ================================================================= Total params: 50,388,812 Trainable params: 32,066,828 Non-trainable params: 18,321,984 _________________________________________________________________
In [88]:
# initiate Adam optimizer
opt = optimizers.Adam(learning_rate=0.001, beta_1=0.9, beta_2=0.999, epsilon=1e-08)
# Let's train the model using Adam
transfer_model.compile(loss='categorical_crossentropy',
optimizer=opt,
metrics=['accuracy'])
early_stopping = EarlyStopping(monitor='val_loss', min_delta=0.001, patience=12)
#Adding Model Checkpoint callback to the fit function is going to save the weights whenever val_loss achieves a new low value.
#Hence saving the best weights occurred during training
batch_size = 32
step_size_train=train_generator.n//train_generator.batch_size
step_size_valid=valid_generator.n//valid_generator.batch_size
transfer_model_history = transfer_model.fit(
train_generator,#train_generator.flow(x_train,y_train,batch_size=batch_size,shuffle=True,seed=42,subset='training'),
epochs = 50,
steps_per_epoch = step_size_train / batch_size,
validation_data = valid_generator,#train_generator.flow(x_train,y_train,batch_size=batch_size,seed=42,subset='validation'),
validation_steps = step_size_valid,
verbose = 1,
callbacks = [early_stopping]
)
Epoch 1/50 2/2 [==============================] - 13s 3s/step - loss: 2.4389 - accuracy: 0.1849 - val_loss: 2.4340 - val_accuracy: 0.1359 Epoch 2/50 2/2 [==============================] - 1s 862ms/step - loss: 2.4692 - accuracy: 0.0742 - val_loss: 2.4363 - val_accuracy: 0.1344 Epoch 3/50 2/2 [==============================] - 1s 859ms/step - loss: 2.4501 - accuracy: 0.1276 - val_loss: 2.4359 - val_accuracy: 0.1297 Epoch 4/50 2/2 [==============================] - 1s 856ms/step - loss: 2.4090 - accuracy: 0.1198 - val_loss: 2.4352 - val_accuracy: 0.1375 Epoch 5/50 2/2 [==============================] - 1s 856ms/step - loss: 2.4387 - accuracy: 0.1641 - val_loss: 2.4373 - val_accuracy: 0.1297 Epoch 6/50 2/2 [==============================] - 1s 851ms/step - loss: 2.4974 - accuracy: 0.1289 - val_loss: 2.4367 - val_accuracy: 0.1328 Epoch 7/50 2/2 [==============================] - 1s 863ms/step - loss: 2.4432 - accuracy: 0.0612 - val_loss: 2.4335 - val_accuracy: 0.1344 Epoch 8/50 2/2 [==============================] - 1s 856ms/step - loss: 2.4455 - accuracy: 0.1250 - val_loss: 2.4346 - val_accuracy: 0.1297 Epoch 9/50 2/2 [==============================] - 1s 859ms/step - loss: 2.4028 - accuracy: 0.1641 - val_loss: 2.4327 - val_accuracy: 0.1359 Epoch 10/50 2/2 [==============================] - 1s 855ms/step - loss: 2.4531 - accuracy: 0.0911 - val_loss: 2.4332 - val_accuracy: 0.1312 Epoch 11/50 2/2 [==============================] - 1s 856ms/step - loss: 2.4332 - accuracy: 0.1549 - val_loss: 2.4354 - val_accuracy: 0.1328 Epoch 12/50 2/2 [==============================] - 1s 856ms/step - loss: 2.3998 - accuracy: 0.1849 - val_loss: 2.4343 - val_accuracy: 0.1312 Epoch 13/50 2/2 [==============================] - 1s 857ms/step - loss: 2.3802 - accuracy: 0.1849 - val_loss: 2.4311 - val_accuracy: 0.1375 Epoch 14/50 2/2 [==============================] - 1s 864ms/step - loss: 2.4579 - accuracy: 0.0911 - val_loss: 2.4364 - val_accuracy: 0.1312 Epoch 15/50 2/2 [==============================] - 1s 856ms/step - loss: 2.3797 - accuracy: 0.1966 - val_loss: 2.4324 - val_accuracy: 0.1328 Epoch 16/50 2/2 [==============================] - 1s 857ms/step - loss: 2.4392 - accuracy: 0.1560 - val_loss: 2.4305 - val_accuracy: 0.1312 Epoch 17/50 2/2 [==============================] - 1s 858ms/step - loss: 2.4071 - accuracy: 0.1901 - val_loss: 2.4309 - val_accuracy: 0.1344 Epoch 18/50 2/2 [==============================] - 1s 870ms/step - loss: 2.4091 - accuracy: 0.1992 - val_loss: 2.4330 - val_accuracy: 0.1281 Epoch 19/50 2/2 [==============================] - 1s 861ms/step - loss: 2.4402 - accuracy: 0.1211 - val_loss: 2.4301 - val_accuracy: 0.1328 Epoch 20/50 2/2 [==============================] - 1s 867ms/step - loss: 2.4586 - accuracy: 0.1211 - val_loss: 2.4298 - val_accuracy: 0.1328 Epoch 21/50 2/2 [==============================] - 1s 862ms/step - loss: 2.4261 - accuracy: 0.0990 - val_loss: 2.4308 - val_accuracy: 0.1328 Epoch 22/50 2/2 [==============================] - 1s 869ms/step - loss: 2.4571 - accuracy: 0.1107 - val_loss: 2.4310 - val_accuracy: 0.1328 Epoch 23/50 2/2 [==============================] - 1s 869ms/step - loss: 2.4581 - accuracy: 0.1172 - val_loss: 2.4305 - val_accuracy: 0.1344 Epoch 24/50 2/2 [==============================] - 1s 860ms/step - loss: 2.4240 - accuracy: 0.1602 - val_loss: 2.4273 - val_accuracy: 0.1344 Epoch 25/50 2/2 [==============================] - 1s 863ms/step - loss: 2.4268 - accuracy: 0.0977 - val_loss: 2.4269 - val_accuracy: 0.1359 Epoch 26/50 2/2 [==============================] - 1s 869ms/step - loss: 2.4029 - accuracy: 0.1211 - val_loss: 2.4314 - val_accuracy: 0.1328 Epoch 27/50 2/2 [==============================] - 1s 873ms/step - loss: 2.5661 - accuracy: 0.1094 - val_loss: 2.4296 - val_accuracy: 0.1297 Epoch 28/50 2/2 [==============================] - 1s 868ms/step - loss: 2.4250 - accuracy: 0.1315 - val_loss: 2.4310 - val_accuracy: 0.1281 Epoch 29/50 2/2 [==============================] - 1s 857ms/step - loss: 2.4320 - accuracy: 0.1224 - val_loss: 2.4269 - val_accuracy: 0.1359 Epoch 30/50 2/2 [==============================] - 1s 871ms/step - loss: 2.4860 - accuracy: 0.1458 - val_loss: 2.4297 - val_accuracy: 0.1281 Epoch 31/50 2/2 [==============================] - 1s 858ms/step - loss: 2.4247 - accuracy: 0.1380 - val_loss: 2.4254 - val_accuracy: 0.1344 Epoch 32/50 2/2 [==============================] - 1s 869ms/step - loss: 2.4178 - accuracy: 0.1536 - val_loss: 2.4274 - val_accuracy: 0.1328 Epoch 33/50 2/2 [==============================] - 1s 864ms/step - loss: 2.5078 - accuracy: 0.0586 - val_loss: 2.4277 - val_accuracy: 0.1344 Epoch 34/50 2/2 [==============================] - 1s 862ms/step - loss: 2.3907 - accuracy: 0.1745 - val_loss: 2.4274 - val_accuracy: 0.1312 Epoch 35/50 2/2 [==============================] - 1s 873ms/step - loss: 2.3914 - accuracy: 0.1641 - val_loss: 2.4242 - val_accuracy: 0.1312 Epoch 36/50 2/2 [==============================] - 1s 862ms/step - loss: 2.3806 - accuracy: 0.1628 - val_loss: 2.4300 - val_accuracy: 0.1297 Epoch 37/50 2/2 [==============================] - 1s 866ms/step - loss: 2.4463 - accuracy: 0.0586 - val_loss: 2.4264 - val_accuracy: 0.1344 Epoch 38/50 2/2 [==============================] - 1s 864ms/step - loss: 2.4026 - accuracy: 0.1758 - val_loss: 2.4231 - val_accuracy: 0.1344 Epoch 39/50 2/2 [==============================] - 1s 869ms/step - loss: 2.4031 - accuracy: 0.1992 - val_loss: 2.4286 - val_accuracy: 0.1312 Epoch 40/50 2/2 [==============================] - 1s 870ms/step - loss: 2.4333 - accuracy: 0.0820 - val_loss: 2.4283 - val_accuracy: 0.1281 Epoch 41/50 2/2 [==============================] - 1s 873ms/step - loss: 2.3958 - accuracy: 0.1354 - val_loss: 2.4257 - val_accuracy: 0.1359 Epoch 42/50 2/2 [==============================] - 1s 867ms/step - loss: 2.3936 - accuracy: 0.1641 - val_loss: 2.4237 - val_accuracy: 0.1359 Epoch 43/50 2/2 [==============================] - 1s 876ms/step - loss: 2.4024 - accuracy: 0.1510 - val_loss: 2.4229 - val_accuracy: 0.1328 Epoch 44/50 2/2 [==============================] - 1s 885ms/step - loss: 2.3876 - accuracy: 0.1940 - val_loss: 2.4255 - val_accuracy: 0.1297 Epoch 45/50 2/2 [==============================] - 1s 867ms/step - loss: 2.4110 - accuracy: 0.1823 - val_loss: 2.4213 - val_accuracy: 0.1375 Epoch 46/50 2/2 [==============================] - 1s 861ms/step - loss: 2.3562 - accuracy: 0.1940 - val_loss: 2.4255 - val_accuracy: 0.1297 Epoch 47/50 2/2 [==============================] - 1s 860ms/step - loss: 2.4406 - accuracy: 0.1419 - val_loss: 2.4228 - val_accuracy: 0.1328 Epoch 48/50 2/2 [==============================] - 1s 862ms/step - loss: 2.4662 - accuracy: 0.0820 - val_loss: 2.4192 - val_accuracy: 0.1359 Epoch 49/50 2/2 [==============================] - 1s 869ms/step - loss: 2.3867 - accuracy: 0.2070 - val_loss: 2.4207 - val_accuracy: 0.1359 Epoch 50/50 2/2 [==============================] - 1s 871ms/step - loss: 2.4458 - accuracy: 0.1810 - val_loss: 2.4249 - val_accuracy: 0.1312
In [89]:
# plot training history
plt.plot(transfer_model_history.history['loss'], label='train')
plt.plot(transfer_model_history.history['val_loss'], label='test')
plt.legend()
plt.show()
In [90]:
# Score trained model.
scores = transfer_model.evaluate(x_test, y_test, verbose=1)
print('Test loss:', scores[0])
print('Test accuracy:', scores[1])
23/23 [==============================] - 6s 132ms/step - loss: 2.4173 - accuracy: 0.1374 Test loss: 2.4173433780670166 Test accuracy: 0.13744740188121796
Conclusions: Given data, 12 species of different stages plant seedlings pictures by using the convolution neural networks(CNN)
dataset contains 4,750 128X128 color images in 12 different classes. Loose Silky-bent, Common Chickweed, cats, Scentless Mayweed, Small-flowered Cranesbill, Fat Hen, Charlock, Sugar beet, Cleavers, Black-grass, Shepherds Purse,Maize, Common wheat.
Data set is splitted into training, validation and trsting as follows 3325 images for training, 713 images for validation , 712 images for testing.
Apply Gaussian blurring as part of preprocessing to soften sphere edges which often contain irregularities due to the rough surface of the marker. Gaussian blurring is commonly used when reducing the size of an image. When downsampling an image, it is common to apply a low-pass filter to the image prior to resampling. This is to ensure that spurious high-frequency information does not appear in the downsampled image (aliasing).
Data is one hot encoded and normalised and data is reshaped to be compatible with Keras models.
CNN is a specialized linear operation on an image (a function), used for feature extraction (edges) and applied gaussian filter over the image is an pixel-wise product between each element of the filter and corresponding pixel in input image to feature map
Two key hyperparameters that define the convolution operation are size and number of kernel and tried with kernel size as 5X5 kernels and 128 group of kernels as filters.
Number of Parameters calculated as follows 5X5 (size)X3(ColourImage)X128(No of Filters) + 128(bias) similarly number of parameters computers as above for the rest of the Convolution layers with batch normalisation and pooling layer is built with Max pooling and dropout with 20%, 30% and 40% of neurons to be considered in each layers.
Sequential Model is built with Adam optimizer and classification entrophy as loss function with learning rate of .001.and relu activation funtion is used. Three layers of convolution and passed via max pooling before the output layer where softmax function as it is a classification problem.Accuracy is used as a metrics and model produced 82% accuracy in training and 73% accuracy in testing. Model checks for the accuracy improvements continously if there is no improvement in results it does early stopping to optimize the usage of resources/ computation cost.
Confusion matrix is built and precision with 80%, recall and f1 score as 73%.
Test images are predicted correctly they are Loose Silky-bent, Charlock, Sugar beet, Maize checked with their labels from the original image and its predicted image.
Tranfer Learning Model is built with DenseNet201 but there is no much improved result with respect to accuracy. Sequential model with three layers of convolution and pooling layer produced better result by considering the gaussian blurred color image and predicted with 80% of accuracy.